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cs.CL 1

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2025 1

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A Unifying Scheme for Extractive Content Selection Tasks

cs.CL · 2025-07-22 · conditional · novelty 6.0

The authors unify six extractive content selection tasks under instruction-guided prompting, release a benchmark (IGCS-BENCH) and a 12,490-instance LLM-generated synthetic dataset (GENCS), and show transfer learning from GENCS improves performance on most tasks.

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  • A Unifying Scheme for Extractive Content Selection Tasks cs.CL · 2025-07-22 · conditional · none · ref 3

    The authors unify six extractive content selection tasks under instruction-guided prompting, release a benchmark (IGCS-BENCH) and a 12,490-instance LLM-generated synthetic dataset (GENCS), and show transfer learning from GENCS improves performance on most tasks.